Resource-Efficient Speech Quality Prediction through Quantization Aware Training and Binary Activation Maps

M Nilsson, R Miccini, C Laroche, T Piechowiak… - arxiv preprint arxiv …, 2024 - arxiv.org
As speech processing systems in mobile and edge devices become more commonplace,
the demand for unintrusive speech quality monitoring increases. Deep learning methods …

Scalable Speech Enhancement with Dynamic Channel Pruning

R Miccini, C Laroche, T Piechowiak… - arxiv preprint arxiv …, 2024 - arxiv.org
Speech Enhancement (SE) is essential for improving productivity in remote collaborative
environments. Although deep learning models are highly effective at SE, their computational …